{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2a9d195e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import scipy\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy import signal\n",
    "from scipy.signal import butter, filtfilt, lfilter\n",
    "from scipy.interpolate import interp1d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e36306b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "def detrend_signal(arr, win_size):\n",
    "    if not isinstance(win_size, int):\n",
    "        win_size = int(win_size)\n",
    "    length = len(arr)\n",
    "    norm = np.convolve(np.ones(length), np.ones(win_size), mode='same')\n",
    "    mean = np.convolve(arr, np.ones(win_size), mode='same') / norm\n",
    "    return (arr - mean) / mean"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c372f558",
   "metadata": {},
   "source": [
    "### 데이터 불러오기"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ac0d062e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 읽어올 엑셀 파일 지정\n",
    "filename = 'train8.xlsx'\n",
    "\n",
    "# 엑셀 파일 읽어 오기\n",
    "data = pd.read_excel(filename, engine='openpyxl')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fff90d11",
   "metadata": {},
   "source": [
    "### 라벨 따로떼기"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "27c571bc",
   "metadata": {},
   "outputs": [],
   "source": [
    "ID  = data.iloc[-1]\n",
    "data.drop(data.tail(1).index,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c9c29d07",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1ec7decaf50>]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#라벨 잘 빠졌는지 확인\n",
    "plt.plot(data[1] * -1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af35fe20",
   "metadata": {},
   "source": [
    "### 데이터 전처리"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "ce375569",
   "metadata": {},
   "outputs": [],
   "source": [
    "#디트렌딩\n",
    "det = detrend_signal(data[1], 50) * -1\n",
    "ppg = list(det)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "754fa74e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1ec7d931600>]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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tkOMaWkl9z5zR++X1y49s9M2M5lPUG4qFVf3lSTaam0xW490kJCY9IWHI/OJqEq7DfO9ojke9pD7d+LkgM6UsN0wXeebsopFwVP95fu2esnf8DLlUfEeGHVshoZGa0yAV73yJ/cY/untNr9YcEjEhGTCO8aI5TaKTT6KUSzJdyvDsWb3O67UAc1OznawBk9PiWm1dSHQmGWffaN6ICWSjkBgvmCtXXncaXFyqMOH1Url1zzCPvjhnxB9yem4VEZgspblxeoilSt1IVKG/8PKz+kWEa8YLVkhY1lNzFKlE50s8UUyTS8W1axIr1WCTF7hC4uJSRevqanGtRjwmgdrMDVPuCk8nQY7rEa8y7WUDEU4bo5vANTk9Z0KT2NCdUETYPZI1knV9abmKUjDhTZi37B3m4lLFyGR9em6V8UKadCLOjdOu1vqUgVI0FxYr5FLxddGN105YIWHZgGtu6nyJRYS9o3lOaBYSazWHbIA/AtwVZc1RWutILa65SYVBNv/rpoocu7Ck1YnfFBLJjT4Jr52sZpNb3WmwUnU2aVPXTRY4cWlZe4LZRk0C3FWuiZIkfhKhr0n4/hfdCySA03NrzX4l100WEIFnNGut4AqJce98fa6dKHBmfk178mrUWCGhkaoTLCQA9o7ktIfBrtacwBU80HyQdfolNtriN7J7OEfNUZxf1DdhBflmmuYmzWGw/sSwUZPYO5qnofSXBukoJAz10zi/4D5bvoN8z4jfS0R/VNfpudVmy9xcKsH+0byRopYXFiuMF9YLiWu8YIFjO0ybsEJCE0op1ycRYG4C90uqOwRxpeoERjZBm5DQOA43XyRYSJioiNqKblo/Dj8D+5JmIRHkl5kYcq//ec2TtS8khjZoEib6afjPuP+sTRTTpBIxI8mkF5fWT9Y3Tg/xtOYgCXAXXf699bl2whUSO83kZIWEJuoNhVKQCohuAneCWFyra238sxZWk9AoJCr1Bulk8KO2y0BF1FXvGmc2jCOViDGST2lfUft1ezaGAfur63OaFwvzqzWK6USz4RKY66fhR7f5WkwsJuwa1p9MWncaLKzV13VEvGHKbbal2+RzfmFtkyaxdzRHIiYcvWCFhAU3sgnoam6aLLoThK+O66CX49qfpHSaO6r14CgvaGkSOh2Zq55vppNfZPeI/hIpSwEJhb6dXrcmsbBWW6dFgLl+GotrdWKy3tS3x4Cp1S9u2V6vy3de64ymW6s5LKzVN/kkkvEY+8byVpOwuNTqrhO2q5DwV5Eav6Sr1e6O60I6QTmX1Fq2vJcmkUslGM4ltWoSK9VgjWrPSE57RV7f3LSxKnApmySViOnPel+tbapbNVXyhIRmTWKpsjlwYc+I25VQZxjsFS9irV2TuHHGj3DSZ3Lyy9xsFBIAB3dghJMVEpqoeppEN5/EpGez1GlqWKs5ZLv4A8B1HOtcxffSJMDVJrRqEl00qt1eO9m6o6+uzmKlc/0qEWG8kNbum5rvJiQMaDGduhLq7s7ohzWPtGkSM6UMQ5kEz2h0Xl9YDBYS104UePHSspF6XVFhhYQmmkKiy+Tox43rNDWsVB2yXVbx4DZB0qtJOKQTwdoM+BVR9Y2hlyZRbyitJrfFLvWrJobSWrVJ6CwkCukExXRCvybRIbpt76ibTHpMo33+yoqvSbTOW0S4YWpIa25KU0gUNpc7uXaiQEPBiYvmertvFyskNFHzqj0mE8GO66FMgkwypnUV6YbAdtckdnmreF2qf7XePcoL3Iqop+b0jWGlS77IHgNNoLplnU8W9Ue5dRISADNlvRoctMxN7bxml1vLSGdnxMvLrpYy0mZuAtg3luOExqKKvnbU3uDKZ7+hcjxRYoWEJsI4rkWEyaGMdp9EtxBYcHtuV+oNbbkS1XpjU5/vjYwX06zVGs1qrVGz1s3c5AsJjY7UpYrb77zTvZgYSut3XK/WGcpuFlD7xnK8cFF/P5HNob8ZZstZvvPynLbjNjWJ3EYhkefCYkVbhJMfUtzpXvuJfWfnd05/cSskNFGp9zY3gRvdoktI1J0GVafRNQQW3N4WoC+6qBJCk/BXXXMremzUK7V6oEY1XcoQj4nWaJu1WrCwniimWVira8tXcBqK1ZpDId1pZVvgpcsrWv0xS5U6hQ5mttftKfMdjYX+rixXyaXim677Ps/U9aKmumlBFYfB9Y+k4jFjfdWjwAoJTTQ1iR6T44RGU8OaJ6i6RTeBq0mAPiERxtzk9+DWJiS6aBKJeMwT1npzRTbmaPj4UW66Wpn6eTidWtgeGMtTc5TWyDK/LMtGbtkzzOn5NW0+kcsr1U1aBLSEhC6/QFAJGHBzRKZKmWanvp2AFRKaqDmubb2XJjGcT2qcGL3y2D00ielmKKQ+TaKX47rkaRK6ol1Wqw65HpnnOsNQ12rBznvfTq2r+VBQtjm45coBjmu0kS+u1Tr2EnmVF46qy4l8Zbm6yR8BrWZPuiowr9YcMskYsVhnf+R0KWPNTRaabQp7raBHcinmVqpaitutVcNpEoV0glQ8pqXXs1KKao/yJADlrPtlnl/VUx6jZzVczc2XKrVgTUJ3bxHf9t5Jk2g6Ui/oOXa13qBSb3TUJPwIpxc1mfkur9TW5Uj45NMJJoppbcU1e+UmzZSznJ6zmsT3PGEc1wDlXIqGcpOdomal5k4OvXwSIsJwPtlMPooS3zfTy3Fd0uyT6JYnAfqbL3ULAx7NpyimE9pWtiuVYE1iJJ9iKJPguCbntS+gCh00iYlimnQixkuazntupcpwhwgjcE1OOjW3bhGFUyU3WEV36+KosEJCE9WmkOjeEtNXh/1IjChpti7tISTccaS19FTwr0MvIdH0SWgQlk0HfjL4izteTHNpqaLti7vWRZMQEfaN5bVpEstdfBIiwoHxAsfOa9JiuuSHxGLCnpGctsm6W/XhXcP6emms1updFyQzpQz1htJenj4qrJDQRDVkdJMf1aNFSPiheD38AeCuZnWYmyq1cEIil4qTjIsWTWI1oCtdO+PFNA2lr/lQt+gmcE1O2jQJX0gErG6vmyxoa2PqZ5p3MjeB6x/QFVW2XAmuPjw7nOXswpqWqK5uiZtAs5f7TnFeWyGhiVqIshzQpkksRz85+qviVJeEvvZx6NQkel0HEaGUTWlxXDeFZZfM82ahPU09LSo9ckX2j+Y4dWW1ubiIkmXP3NRJkwA4OFHk4lJVy/3vlkQIsGckz0uXo6/h5DQUlXoj0OwzW87iNJSWkiS9yvP7uRI6qxxEiRUSmgjrk/BD9C5r0CTqnpCIx3rfZl1CouJN0L2im8DVqnQ4rutO72KLukum99Ik9njNh3SEwS5XfN9U5wnz4KTb5+B5DVFGSz2ExN7RHCtVJ3J/ULewX9BbebhXef5mdNUOybqOREiIyDtE5FkROSoi93X4u4jIb3t/f0JEbum1r4j8GxF5xtv+T0SkHMVYTVENMTFBq0KlDqex440hERCK185IPsXiWj3ylWxYTQLciqg6zE2+kEh0ExJenR1tQqLeXUj4xR51OM+XPd9UsLnJbSf6nIbqpE3HdYC5qVkS5XK0k3VQT3MfPzdIR6OrXuamfDrB5FCaF3ZI/aZtCwkRiQMfBu4CDgE/JSKHNmx2F3DQ+7kX+EiIfT8P3KSUejXwHPDL2x2rScKGwOZTcVLxGFd0TI6eJhEL6C3dji4HelifBLjOax1CotboHUQwVnTPX1eEU6XW3dzkt1HVIaRWfE0iYFU9XcpQTCe0aBJ+w6FO0U3QqkQbdVkSX3sKEox+bpAO57UbAtu9Xtq+UX0+qKiJQpO4HTiqlDqulKoCnwLu2bDNPcDvK5dvAGURme62r1Lqc0opv7jKN4BdEYzVGLUQVWDBtcWXc3rCT32fRKJHhBW4jmuIvo1nX5pELqnFJ9HUJLqY3XKpBIV0YmDmJp3mruWqQyoRC9RqRYQDEwUtFVl7aTG6eqp0K40Bbl2l8WJakyZR7xl2vn8s/z1lbpoFXm57f9L7LMw2YfYF+LvAn3c6uIjcKyKPiMgjFy5c6HPo+mhWgQ0xQY/kU1qimxzl+yTCaxJR+yVamkQIn4Qmx3Xd0yR6XQedWddrPRovDedSxGOiR0hU6uR7TFr7RvWEonYrUQEwnEuSjEvkPVX84+YDzFzgOq9Pzuk5515VDvaP5bm0XG22tb2aiUJIdPrmbQxVCNqm574i8itAHfjDTgdXSt2vlDqslDo8Pj4eYrhmqDoNRMJN0OVcUo+Q8CbHMD6J0YIeB3rVcb+sYTSJci7JUiV6v0jLcd1DSGjKulZKeZVwgyeOeEwYzac0aRLBxQ199o7kOD0XfXTVarXetUSFiDBRzHAu4nDQ5RAlaWa9ZlNR0vCiqnpVOfCz7HeCNhGFkDgJ7G57vws4HXKbrvuKyPuAHwF+Runsc6iBquN2Y+vUU3kjuiKL/MkxnCbhmjuiTvCphsy4dsegxy/iaxLdHNegL+vazzrvFoLrH/+ihuOvVJzAKB8fP7oq6rDMXtnH4Drtz0UceuxnmQeZucBNqDs9t0YjwgTKMDk50F6J9up3XkchJB4GDorIfhFJAe8BHtiwzQPAe70opzcA80qpM932FZF3AP8U+FGl1NV/JTdQq6ue/gif0XxaSyJb0ycRIgS2nE2SiscijxuvhHTgA4x52kzUE6VfbDE5IHPTWsikRl1CKowmsc8Ly4y6jlKvOkaA11NFTwhst8l6VzlL1Ym2j0ovX4jPTFlv5d8o2baQ8JzLHwA+CzwNfFopdURE3i8i7/c2exA4DhwFPgb8fLd9vX1+BygCnxeRx0Tko9sdq0mqjtOzTLjPWCHN3EotejOLH90UYhh+CeMzERceC1u7CVraTNRaVZgQWHAn6UUNfR2a16CHJjGmydy1UnUCQ1B99nhC4qWIV7a9wkEBLY23QvkkNORKNEvh9BCMxUySoUxiRwiJ7k9OSJRSD+IKgvbPPtr2WgG/EHZf7/NroxjboOhHk/DDLy8tV5op+1HQjyYBbjhi1LX9+9EkfL9I1BFW/TiuwY0w8rvVRUE/msTFpQqNhgq04W+F5Uq9Gb0WeOxCmlwqHnlY5kqPxDJwO/MtrtW9qKBIpqSmT6LbsWfLXq7E3Cq37h2O5Lgtc1Pv85gpZzm1A6rB2oxrTdScRtf+1u34MfIXF6OdHJ1GeJ8EuIXHTkdc577pk4iHqx8F0ZubQjuum6U5oj3+Ws33SfQQEoU0NUdFHuG1XK13XVGD60DeM5KLvIXrarV7sTtwe3wDnI/Q5LRScYhJdw3W1ySidF6HMXP5uCXDr35NwgoJTVSdRs9sa5+mkIh4cmxpEuGExHQ5y7mFaB15lbpXlqOHqQVgKJMkEZPozU3NKK8e5iZNCW3Na9CrS6GXdR21X2il0ns1D26CWfS+gd6Oaz+hLsqWnitVh3wq0TVwpJBOUM4lI3XWr/bI9G5nphz9okwHVkhoolpvhDY3NSenqFfQW9Akao6KVFiFrYYLrl9kJJ+K3NxUC6lJ+EX+or4PYTUJv/DbmYgnjjCaBOjxDfTq4wFulBFEG1m1EkKDATdXIsqs6155Ie3MlLPMrdSa2eFXK1ZIaKIWohubj++TiF6TCGeL95nSUMK4Um+QjEtoG/tIPsWl5aiFZbgQ2JF8CpHoNYm1EFVowZ2wgEjt1Eopt5dFiGdxYijDxaVKpOWzV3q0jQV3sowJkZq6lqtOKME4U85GGqyxEjIEFlr3O+pFQdRYIaGJmqNCm5tyqQS5VDxyn0RTkwiRqwF6el33o1GBa3qLOhy4HrLQYSIe05LQ1orw6u2TSMYlUjt1s9d6CCExOeT21Ijy+ocpUZGMx5gpZyPtK7FS6X1ccLXHKMvDtxYE4TQJ0FOJNkqskNBE1VtBh2WsEH0ildNQxITQq3j/oY2y/26l7pAO8YXx0WFuqvdRw0pHGGpYTcIPQ45SSFRDlqyHlgM5SpPTas0hGyLSZ89ItM2HfJ9ELyaHMlxZqTX9Rtuln+TRvSM7o2S4FRKaqDoNUiHqFfmMFVJahETY8Fdw6+ikE7FI1d9+NYnRQiryrG/ffBLmWuhIaOtrdVmKNuKl1kcIcqvYXjTnX3Ma1BzVs24UwO7hHC9FWC48rE9iIuLCimGrP4P7rJWySZ49p6e/eFRYIaGJmtMgdRVoEmH9EeCGQU6XMpH7JMJENvmMFdIsV51mlEgUhHVcA0wUM1zUZm7qfR1my9lINbl+qvD6PS2i0iR69XRoZ89ojotLlWYI6XZxfRK9jxu1YOzneosI108WtZRojxIrJDThmpvCX95pL9s5yhJV9YYKHf7aGkeWM1GaO/rUJHy/SJShgWEd19AqzRHlffA1iTBmt5lytL2X+4kuGy2kiUl0vR1Wq+ETy/zkxajs865PovdxWwmU0ZxzP9cb3K6Az55bXPe8rVTr/N6Xj/PCVWKGskJCE/WGCjUp+eweybFYqUfadMfZQubudDnarOua0991aPlFohQS4fNFxotpqk4j0oS2sAX+wD1/p6EiK53dz8o2HhPGi+nIVtVhi90BzJajbQK0Vm+Eut6RaxL1BjEJtyABuH6qyOJavXn8tZrDO//DV/iXf/Y0P/aRr3H0/OC1DCskNFFvNPpaxfttHKN03vU7BnBt4ucWK81EvO3i9DmGZhhohBEfYaObQE/zn0rNQSTc6vLAuFsd9Lmz0UwO/a5sJ4cykSXzrYQo1+0z6tftiihowdVgw2X5x2MSWYRTpe6EDn2HVuvYZ84uAPD145c4dmGZ++66geVKnT/61svddjeCFRKaaDTCtQ31aRZYi1BI9OuTADf71WmoyL40jgqfp+EfPyYRaxJO+HwRHVnXlXr4svGvmhkC4Lun5iM5dj+OVHB9MlH5JFZDVkQFGPH7mUQUflsNWRYnFhPGC9FpT/2aVw/NDBGPCY+cuALAF585TyYZ42fftI+bZ0s89vJcJOPaDlZIaMLp0x+we1iPkOhbk2iWMI5ISDQafQmJZDzG5FCGk1FG+DQUybiEmqTHNWRd95MzU8wkOTCe54mT0QiJWh8hsOA6r6OqXRW2bDZAMZ0gGZdIcjSaTZ4GcM79RjUOZZK8bneZP33iNG/49Yf4xNdf5I0HRskk47x2d5nvnpqPvDp0v1ghoYl6n/6AfDrBWCEVadZpvaGI9xFhBTSr0EYVBus0VOhkPp+oC5/VnUboUGAd5qZ+BeXNsyWeHJAmMTmU4fJyNZK8gVaJit4OZBHxmm9t/7r7Pqiw5zxdynIyou9dpd4IFcXWzvcfHOfFSytN7f2um6cBeN2eYar1RtMUNSiskNBEQyn60DoB13kdubmp3wm6FK3jeCsmr6jDQPuJ8hrKJEglYpEKibqnyYTl5tkSZxfWIokyqvThuIZWGGwU579aC18RFdx+IlGYm3zBGFZ7um6ywIlLy5H0EaluQUj8wPVu2+X3vnEfj/6zO/iJW3cB8No9ZQC+89Lctse1HayQ0ES/iWwQfdZpfQsT9FA2wXQpw+MRmTu2IiRmylnOzK9G5jyvOypUtjX4PZejzbquO/1dg0PTrl/iuQiSrGp9Oq4nIoz26cfcBK4TOQpzU7/a0/VTQzQUHD2//etdrYev2ebzml0lfvdnbuH/ePv1jBbSTbPoTCnDcC5pNYmrkTPzq3z2yNltdelyS2L0Nznu8ZrR+3bkuZXqtswOjtO/oBIRbts3wsMvXI4kV6BfxzXAtRMFao6K5EsLXpRXH2pd1FnX9T4XDAfGCwAcvxjBpNWvJtHs7bB9LabZpS20JhFNSZZ+/TDXT7kRRs9GEFFW7aOwp4+IcPfN05sKEooI108VeSaiSLetYoXEBl6+vMKbf+Ov+LlPPspb/s1f8RdPnt3S/3FX0P3ts3skR0O1TD2/8RfP8u7f/eqWI422okkA3LZ/hPOLFY5dWN62oOjXHg/w+v0jAHzrhUucvLLC7/zl89syBdQc1bO/dTvjHeo3PXV6gS8+e35Ltnqn0QityYBr8sml4hy/sP1kqv5DYKPLum4WFwx5bNcnsX0h0U83RHD7e6cSMZ6NIPO53+imXlw/WeS5s4uRJnf2ixUSuCv2P/jGi8ytVPnmC5dxGooP//Qt7BvN8bEvH9/S/3SUIr4FcxO4EU5KKb747HlqjuJTW4yVbqjwZpZ2btvntnK84ze/xP1/fXxbTYicRv+axK7hLDOlDF8/fol/8Eff4d9+7jne/weP8sTJuS2Noe5sQZNoExKVusN7P/5NfvY/Pcw/+fTj/R9/C+VR9o/leer0Ap/8+gnWag7/8Ssv8KZ/9RCfPdLfoqW5qg45YQ7nUiTjEkkyX78r+tF8iqVKfdtOc/+4YX0DiXiMa8cLkazYt2Ju6sb1U0MsV51Ie170ixUSuJPyP/ufT/KFp8/z6ItXKGYS3HXTFD/z+r08+uKVLdkEt6JJtAuJo+eXODO/RiYZ4w+/+eKW7PNb1SSumyjytkOTAPzRt17ih3/zS/zvn35sS2NwGo2+neciwm37R3jwu2f5zktz/I2bp/ny8xd514e/uiXzW7/lScaLaS6vVJuTzZ89cYaLS1Vuni3xuSPn+m4SU3f6D0U+MF7gWycu83995gjvuf8b/Iv/9RTLVYcP/Jdv9/U89qtJxGISWa5E3WkgEn6REFWuRD+Vb31umCrybAS2/62Ym7px/ZRreozCFLZVrJDAjSaZKWX4iyfP8p2XrvDa3WViMeHHbt2FCHz2yXN9/8+tRBZNDmVIxWO8dHmFv3r2PAC/+LbrObdQ4ZsvXNrCGPqfoMGdKO5/72H+xT2v4sSlFV64uMwff/sUH/3SsS2MYWuC6p2vnmGimOZXf+QQv/PTr+Prv/xDpBIx/su3Xur7f/XjuAZXSChF0z7+h998iWvG8/zy3TdQdRp8+fkL/R1/C0EM+8fyzdePvTzHm64Z5S//yQ+gFHzmsdOh/0+/phdw26hG0Yin2kd+CLR6nG/XL9GvYATXL3FuocLcyvaOXalFa2466GVkR2EK2ypWSOCuXN/2qim+8PQ5njm7yK17XXPLSD7FDVNDPHzicl//zzfP9GtuiseEXcNZjp1f5hNfe5HX7SnzM6/fSy4V508fP9PX/4L+o2o28vabpogJfP/BMW7bN7wl/8xWhcQdhyb51q/cwd99834v4ijD37h5hgceO913pVC3PEkf5qa2rOulSp3HXp7jrpumuW3fCKVski88fb6v4/frk3DH4E6Yf/sNe7nz0CT/6m/ezGghzesPjPC5PkxO/foFAA6MFTh2Yb3TfKlS57lzi335hupOoz9fULGzP+T5c4vc/e+/zKMvhvse9mtig5bzut3k9Mmvn+B9H/9WX8UWo9YkhjJJhnPJSPOG+iWSsxGRd4jIsyJyVETu6/B3EZHf9v7+hIjc0mtfERkRkc+LyPPe7+EoxhrE3V4CC8BdN7Vev37/CI++eKX54IWh1Vu6/3HsGsnxhafPcWpulX90x3VkU3F++MZJ/vzJMyz1aeZwGlvzSfhMFDP8x/fdxm/82Kt5y8Fxnjw937cpwPXNbH0M7bz7dbMsVep843h/WpWb8dz/ZHVhaY1vv3gFp6G4ff8IyXiM1+8f4dsvXunr+Fsx+/3kbbv5tz/xGv75Ow/xsfceZu+oq1nceeMkxy4sc/xCuMinfsNBwa1Men7RXVU7DUWjofjZj3+Lt/3WX/OuD381tBO15jT6mqhvmHJLVLSXori8XOU993+Dp84s8PmnwgnnyhY0iRum/LDjlpD49CMn+dJzF/jPXzsR+v+4eRLhM67DMFWKtsVqv2xbSIhIHPgwcBdwCPgpETm0YbO7gIPez73AR0Lsex/wkFLqIPCQ914bt+8f4Y9//k08+cG3N1cVALftG2G15nDkdHh7ZcP7EvVbgRXg1j2uLPzp1+/hLQfHAPh7b97P3EqN//DQ8339L3dy2t4t/sEbJpgpZ3nzwTGUgq8evdjX/o0tOK6DOLxvmHQixlee709IbCUEFlxN4uETl4nHhFs87fLm2RLHLy6zuBa+SmzdUST7vA/pRJwfv3XXpnG/8Rr3mQhb26nqOMRj0tc9uG7StYO/68Nf5cc+8jU+8fUTPPLiFd50zSjPnF0Mfexan2a2fDrBoen1mvsH//QIC961DtvBrZ+WrT6TQ24DIF+TmF+pceT0PImY8Dt/dTS0P64SseMa3HyJMxFWZu6XKM7mduCoUuq4UqoKfAq4Z8M29wC/r1y+AZRFZLrHvvcAn/BefwJ4VwRj7cote4YpbIhVPuxF+jz2UvjVo/9A9eusBPiHdxzk2K/fza+/++ZmUs1rd5f5m6+b5T999URfGk1D9e8wDeLVu8oMZRJ87Vh/QqK+Rb9IJzLJOLftG+l/DH2a3dqFxDdfuMyrZoaaz8WrZt0V59NnwtuIt2py60S/GdH9alEAByfcRdKJSys89vIcH/zTp3jTNaN85GduJZWI8cffPhXu2PX+Gm+B+3177OU5ak6D77x0hc88dpq//9ZrefurJnkuZNnsrfgk/JwE30H8zRcu0VCuRje3UuOpkIvEat3pO+O6F1Ol6CrzboUozmYWaI/RPOl9FmabbvtOKqXOAHi/JzodXETuFZFHROSRCxf6cyiGYaKYJpWI9SXJfXNTv8l0Pp0mlNftHabqNLjSh7lnuz6JjWN6ze5y34XnnAZ914/qxvddO8YzZxf7yojutyxGOhGnlE1y9PwS337xCm/yVu8AN82UADhyOvx1qG3BJxFEKZskFY+FTvbbStz+bDlL1muQ9GO37OK9b9zLx3/2Nkq5JG+9bpy/fCac2affnirgau5rtQZPnprnP3/tBIV0gnvfcoDrJoucuBiudMZWTGywPifh68cvkU7E+Pm3XgMQemEStU8C3AoEl5erkZQN2QpRnE2np3+jbha0TZh9u6KUul8pdVgpdXh8fLyfXUPht/TsR0i0HNfRTY7NyI8+hMRWIqy6cdNsqW/n5VYjrILwNbt+QmH7KfDnc/NsiQceP029objzUGt9MjGUYbyY5slT4c2PW6nGG4SIbMrj6IZr/ujPRh6LCddNFdkzkuPf/sSr+b/vuanZn/vaiQKn58KVTKk6jb61mNfvH0EE/vujJ3nwu2f48Vt3UUgnuG6ySEMRKsGwlZ/R37FvmC6yWKlzam6VLz13gdv3j7BrOMe1EwW+HtIPFnUyHcCUVyolymZg/RDF2ZwEdre93wVsjNEL2qbbvuc8kxTe7/5CSiJkaijTV1VUR23d3BTEVsID641GpKv4V8+WqDmqr5jtKE0t0IpCebqPmPatmFz+zvfto6HcCLfX7l4fM3Hj9FBfuQquRhfdxDHWh5Dot9e6z79698185H+7ZVN59elylnpDherHXnf6a+ELbgvVW/YM84fffImao3jvG/cCreY8T53pfd23qknc4D1bX3jqHMcvLPPW693FwRsPjPKwl2TbjbrToKH6P24vdLT07YcozuZh4KCI7BeRFPAe4IEN2zwAvNeLcnoDMO+ZkLrt+wDwPu/1+4DPRDDWLeEWnAsvxf2HaSuO6yBGC74mEd7MEuUKFuDmXa6ppZ+GOI0t1G7qxlAmyWw525dPoN8QWIAfvH6CV80M8aOvmdk0/mvG87xwMXzJkq10COxGp7IhQWw1A/jQzBCv8kxr7cz4E1aIkMx++mi0c8eNbiLnD1w33qxjde1EgelShgce750j0m+9Kh9fEN3/126Vhbd61Vlv3TvMctVZF/kU5XF7Me11a9yxmoRSqg58APgs8DTwaaXUERF5v4i839vsQeA4cBT4GPDz3fb19vkQcKeIPA/c6b0fCFMlNwM1bHkKX0hEaWbx2zv2o0lEGX4Krq26nEuGWs351LdQu6kXN04XeaavMfTfVyMWE/70A2/mn79zY6Cemw29UnVCOxPr2wxF3sh4MR1qJQ/Rl4lo9Rvpfe61LZibAO6+eYpiOsHP/cCB5mfxmPATh3fz5ecv9Oy5shXHNbgNn4qZBKfn1zgwlueAl9B4ixdx+O0ewStbPW4vfHPToCKcIjkbpdSDSqnrlFLXKKX+H++zjyqlPuq9VkqpX/D+frNS6pFu+3qfX1JK/bBS6qD3u7+MtgiZLmWoOSq0P8DR4JMoZZPEY9JXnoKzhXIQ3RARJosZLvVRITXKEFifG6aGOB7SiQl+COrWMs87dbO7xps8whbgi1qjGy+mubRcDZXkVYvYkdrqXBhGk+gv9Nhn72ie737w7esCBgB+/JZdKEVPx/l2VvR+h8h/8xOvbt773SNZRvOpnn0dtpLdHoZsKs5wLhlZI7B+sRnXIei3W5sOIRGLCcO5VF/mpq3WburGcD7JleU+cgQidlyD65dwGir0JN1vgb9eNEt5h0xoi9onMeGXDQmxYKhuwS/QjVI2STYZD6lJqEhX1buGs8SEnlWRa302HWrnwz9zC//t/W/k1r0jzc9EhNftKYfWJKIOgQU3oW7Hmpu+F/AdR2HVPd9xHfUEPdpnvf2oncbglXMOWd9GKUVDReubgdb9CBsGWuszBLYXk0Np8qk4x8IKqcbWzC5B9NNitRJxtI2IMF0OF8jhCudoF0oj+XTP70DVKyy4Fe1t/1ie2/aNbPr8hqkhTlxc7mpy1qVJgPvMR9mtsR+skAjBVKm/EDQdIbDgOq/7CYHdSmG5XgznUqFzNbaTVNiNUa+20sWQztuthMB2Q0Q4ML65vlEQUQtrX0iE6TMStU8C3Ba3YSasfgv8hWGskOrpj6k6rmDsZCrcznEbCuZWg7VonZrE9AAT6qyQCMFILkUqHgsdglbX4LiG/puy6NIkrqxUQznxdWlUY16kV1jnrQ6z297R8K1maxH7hpohkSEm6poTfdy+mzcUTpOIUoMCGCukudhLk9CQq+AvTLr543RFN4F7zQeVUGeFRAhiMXFT48OamzSEwIL/BRlcCCy4QqKhYL7Lisqn4flVo56gC+kE6UQstFZV30KeRC92e61mwySVOVvIPO7GZDFDMi6cvNJ7otahSUyXs5xfrPQsEVOL2B8CITUJDec82lyYBD9zreimaAv8QcsvOgi/hBUSIZnqI+u6oSGZDtwJenEtfOcuXZoEEMovUfekRNQalYi4AjOsuanPAn9h2D2co+aoUCaAqPMkYjFhtpzl5JXemoyWMhGlDEr1bnFa20KP9V6MFXr7JPQIJ0+T6BI4stUkvjD06xeNEiskQhJWxYa22k0RT9C+LTqs81pHjsJwzhUSYfwSujQJ8FaUIcaglOq7x3UYdo+4K7teMfsQbQ0tn13DOV4OoUnU6tFPmH5yV68Jyw2/jd4ftVpzunYH1KJJhKh4UHXcxZsWIVHuL8IySqyQCMl0Kcu5+UooW3xDk0/Cb4ZzPsQKutFQkWc7Q5smEWKCbmoSWoREOE2i6TzXoElAbyGhlNpSobuexx/JcmqAmgT0zpXQETjh+6O6TdY1R0V+zuVcipj08EloSqaDwSbUWSERkulShqrTCGVm0RXV00/oo476UQDDnpC4EuY6bKOvRi9GQ9imob0BVLRjmClnEaHnat5fU0R9H3YN57i4VGW12t30GHUILPShSWjQYnyzT7fw54qG48Zjwki+u/aqMwQ2m4pTTCf68klGhRUSIfHDYMN0iNLluJ7oo5dAK6Ev2ls8kvM1ifCO66gnSHAni8vLvaOsfCERteM6lYgxPZThZA9NwnfuRm9ucifqU3O9jx/1pFVIJ9zyFT00ia1Uge3FWMgoIx0T9Wg+3fW4FY0hsABD2WSogJGosUIiJDN9ZF3rS6YLHx+vS5vJpuJkkrFQmoQuxzW4k0W9oXp+afzSFVGbPcBtNftyD5OPo0lI7Wqau3pM1Bo0CQiXK+H28YhYkyj2jjLaSrOjMLjaazczlz5NAlwhsWCFxNXLVB/RBTrKcoD78A3nkqE0CV3Oc3CFVRi1V6fjejRkroTfyjLqSRpcE+S5he7Hr2vS6Jo1lLosWhzPLxX1RA30zLpuNNS2e6x3YqyQJiZwtsuxdWkSbmRV8P2uN581PdNqKZtgYbW/PvdRYIVESEbz4RPqdFSB9ZkoZvoyN+kw9UwOpUPFa+t2XEP3FSXoM7sBTA651YG7lQxvaTLRBzHEBM51uQ/+9Y96ogbXJ9PN3FRrbL1+UjeS8RjTpWxXX5COBELwKh6E0CR0XG9w62ZZc9NVTCwmzJQznAoRdqhLkwDXeR2mZpHOCXq6HK7YWEOj49oPxZ3rYfbS+cWdKKap1BssrAWv7lrRVdEePxGPMV5Md83T8Fe2OhYKe0ZyXFmpsbDWedLSqcHtGu6eI1LV4LgGd2GyWKkHZj03M661aRJWSFz1zA53Xz35NDT5JMAVEud7mDhAryYxPZTh9Pxqz6Y7dY1jGGlGWXX/0ujyCYDbyhTgfLeJWuM1cDsmhhASGiatvSOuT+SlS50na1+D0jFZ7xrOdfXF6MiTgFauRFD4t35zkxUSVz0zpSynQggJXWGX0NIkek7Qjr4xTJUyrNUaPR/YZpSXBrNbOZcEeofi6vIJgKtJQPe8ldZ90GfuCqJl8tGgSYx6QiIguquqUUjsHslybnEtsPJAVZu5qXsya81pEBM93zlwhcRqzWnmY5jCCok+mB12a9b0ukk6J8eJYppqDxMHtJUG0WSPht4F5nSGwGaScXKpeM+kPp0a1USIaqx1jRN1r3piLXOTBk1i1G289GKgJqFPg9s9nEOp4OdPmybhB0sElOaoRty3ZCNDWXdhZFqbsEKiD2bKWZTqXWRLV+0mCJ9QV9coqJql0xd6Zdzq84tAuLLlOsfgm5u6RTjp9E9NDmVYWKuzUu28YNDpjymkE4zmU7x0uXNPjZpWc1P3kig6ajcBjPVoIVyPuMnSRkpWSFz97PJW0Cd7JDDpNPW0SnN0F1StFfTgio3p9M1AuAZIOp23hXSCfCre1UdU03j86R59TnT6Y8CthBukSdQ0+kN2e/6QoBwVHWU5oKVJBIXBbrWnd1h8TSIoWEAXVkj0QWgzi8aontCahGZBFZPe2ec6xwBuiZBejmud/iHw/AJdBLbOEFy/nk9QhFNLi9LzNd872k1I+JE+Gs18AcI56patPjkvkTSoRP1We3qHxWoSO4BpL4GpVxiso9EWP1H0Wnf2EBI6bfGJeIzJHpE10Fa7SYPJC2Akl+xpbmqtpvU86m602WByFVrRVUErW+/cNQrIoNLZNY2Z7ol4jHIu2dEf5Vb91bOiF5GuiaTVuhlzk+ms622dkYiMiMjnReR57/dwwHbvEJFnReSoiNzXa38RuVNEHhWR73q/f2g744yKdCLOeDHdMwzW8SYGHZPjUDZBKh4L4ZPwVpGa1N8w+Rq6cgR8hvOD9UmAex26JfSZCAMOyhXRGQIL7qS1Vmt0zBtoCihNJSpGcp27NDoNhdKUZQ5uFdpAn0TEvcw3slM1ifuAh5RSB4GHvPfrEJE48GHgLuAQ8FMicqjH/heBdyqlbgbeB3xym+OMjNly7zBYnc5KEXEn6B5CQqfzHFyTU1htRpcmMZxLsVipd40206lRQe9ugTpNbkOZBBDcd7mmUYuBVhhyp0mr6bjW6Y/qICRqmnMVRrvcb93mpqGMd717mFijZrtndA/wCe/1J4B3ddjmduCoUuq4UqoKfMrbL3B/pdR3lFKnvc+PABkRSW9zrJEQJqHOe061rl57reKbk5OmCTpMK1Xdgmq4x0oa9PtFxgrduwXqNHcl4jEK6UTgyrIZhqrJJ1HO+td/8/HrujWJICGhMeQYumsS1Xr0BQ3bSSViZJPxHadJTCqlzgB4vyc6bDMLvNz2/qT3Wdj9fwz4jlKq44wkIveKyCMi8siFCxe2eBrh8TWJbslsjgETR9hVvM4xXFqqdO3xrHuCbpYt7yYkNEZ5QYgEK83PQrcsXJ3+EGhpEp2EdE1TzSqf0UKqowO5prGng3vcNJeWOyez1ht6qs+2M4is655XUkS+ICJPdvi5p9e+/r/o8Fnv9m7usV8F/Abwc0HbKKXuV0odVkodHh8fDzmkrTNbzlKpN7raoX3Hta5V/Hgx3bM7XV2zP2CskKKhumc86w6BHc57Wdddels4mifKXm0tHY0hsOBNGgHmB53hv/6xobO5S2eeBLiaxJWVzf1EtJub8ilqjuqYzKorP6OdQQiJRK8NlFJ3BP1NRM6JyLRS6oyITAPnO2x2Etjd9n4X4JuSAvcXkV3AnwDvVUodC3EuRmiFwa42w1E3ontyHPca7nR7KHWGXgKMt0VZ+RVZN6I7/HQkRJc8nY5jgDHvGQjKwtWtyZRzYTQJfceGzjZy3ZP1SD6N01AsrNUoexqle1y9wqm96ZEvJJvHrkdfGn0jpWxyx+VJPIDrWMb7/ZkO2zwMHBSR/SKSAt7j7Re4v4iUgT8Dflkp9dVtjjFSZst+R7Bgv4RuM4svnLqVLdY+OYbo52DCcQ3d+23rNrv5WbhB/bZ1m3y6rSx1JvIBzcl5bnXz9ddZjgRgxNMiN5qcWjWj9Jm5Oh0XXNOibk3C7U5ntqfEds/oQ8CdIvI8cKf3HhGZEZEHAZRSdeADwGeBp4FPK6WOdNvf2/5a4P8Skce8n07+CuM0hUSXXIlWfoCeMTSbwQesXkH/BB0mqU+347pZ5K+LkNBZvwi6TxqgX0iVssnA6CbdVUnzqTiJmHR0XPsRZzo1Cdi8QNCtSYzmW5rERnT1sWinNIDudD3NTd1QSl0CfrjD56eBu9vePwg82Mf+/xL4l9sZmy6Gsm4phm6JZI2GIh4TRNME3ctZCvpzFJpmlgGFf4Kbt1JIJ3o4rvXmizSzcAOug+4Io1Ioc5OecxcRyrnOQsqEbwA6CIm63uO2NOhOTnP95qahbHA0my5sxnWfiIhbfbNLcbt6Q2lzWkObs7SLJqE7iayYTpBOdE/q0+2bAdd53VWT0Gx2ExEvHDg4wQr0CalSNkm13jmhTbeAAs/80SkEVrOAGgkQErrNTcNdAhVMOa6XKvVmvw4TWCGxBaZL2e6ahFJo/F72p0kMaHIE/Y5rcMNgu9Vv0n0doHuClW4h1TVXQfNE7R4/2dEnod/c1FlI1DV3h0t6JUE6LdBqDTPmJqBnq4AosUJiC/Sq4+80lDYbOLiZtql4rGtCnYkJ2i1J0UWT0OwXAb/I3+B8EgBj+VSgsNQtpLqVatDtuAbXed1JQOlsXwpuP5F8Kr5poaS7HAi4mnxHTcJQdBOYLc1hhcQWmC5lOL9YCVT5nIbS5rQGr9BYj6bsOkuF+4z1KM2hexUNboRTqOgmjV/e4XwqMOu7pllIdZs06o7eEFjwNIkujut0Iq7t2COFFJc3rOh1O64hWHM0ZW4CKySueqZKGZyG6rp61LmCBy/jNEz4qcY73EuTaI1Br5Do5pNo1i/SOoZkoDbjaPZJdMt61p1Q6R7fFdIbM5CrjkMiJtpNjaZDYMF1Xg9aSJiMcLJCYgu0mu50dl47SmlLYvMZzacDwy7BjCYx7pVGCNKodIfAghsvv1x1OjpuoZXxrNd5nmKt1mC12sF5bMjc1CnCyD+2Tsf1dCnDas1hYUPsfqWmp4VoOyMdTI0mNImxQufvnq5mR+1YTWKHMDXk5koEdgRzFJoXFD3NTaZ8EkoF104yMYZWkb+gMFAzJi/onPmtuzSGnwHcaWXbMjfpO3e/x8qZDdF+VadBWruQSHN5k0/CgLkpn2Zupbap+nDNaWh9zmAwfa6tkNgCvdp3OkpvCCy0qrAGFRp0DJhZ/AkqyC/RMBTdBMGlORzNOSvgmpuCxqBbUGZTbq7IxcXgstk6n4Hpkrtg2til0IQm4Rf5a/8OtPIk9C6OYL1gVkpRb+itAgtWk9gxlHNJUvFYYNvKRkNptcODG2FRqTdY7mDiAHOaBHROLFo3Bs3RTRBcmqNuwD/U1CQ6FBp0Gu7qUqeQCiodX280tAtIf8F0er6TJqHPaQ2uualSb7DS9h2oag6Bhbb2qW2LI18g6xaMmWScVCJmfRJXO81M04Dqo/WG0q52jhaCywOAGVt8r9IcDQOO627mFmhN0joZ7lJosO7oF1JuA6jNC5a6o/85nCh27ndeqTtGfBKwfoFQN2Bummy2jW2ds+7S6O0EdeXThRUSW6ST08zHUfo1iW7lAfwxgN5VfM8JWumfpMZ7mLxqBibpXhFG2q9BQH+RmqPf/BHU77xaN+CTyG2um2UiT2JiqJMmoV84+YwVUz2bjkWJFRJbpNwl7LGhuSwHrC9Z3Ak/V0OnsMqnE+RS8cAJum7A7Nbs+d3lOuj+4vpZz5c7aJbVun7bfJCQcBoN7cld4JqcNkb6VQyc90jBv+6tczcRAjuaTyGyUZPQL5x8xkN0hYwSKyS2iKtJBJubTORJQHd/gM7wV59ubUwbBlbRfmJhJ8ctmLkXqUSMYjrRcdFgSkgsrNU3hQHXDD0D0+XNZWoqBjSJVpG/1vew1Vtb37ET8Rij+XRnTcKAuWmskA583nVghcQW6ZbE1TAwMY00C40Fr6B1jwF6Nb3Rr1FBd0FlwicBUM4nO5qbqo4BIRFg9qs7Da0rap/poSBNQr/jGtZrEjXHddbr1mAnigFCwoC5yU9i3diVTxdWSGyR4Vzn9ongJ9PpfUjTiTjFTCIwoc6E0xKgmEmwGFBszESUFwRnwIIZTQL856GDuclAFm5QAIEJpzm4QRRrtQYr1dZzYMInUUi7psaNPgkTgnFyKM35xcGYm8YKaeoNZSwM1gqJLTKcd3s8d5ogTa3iu5p6DDjPwf2iLgUICRNOW+heHsSUsPQXDRup1vVXBg0SEjUD/hhodYlrj7gxEd0kIozkU+sS6qp1/UIZYKKY4dzCZk0iZUBAhenlEiVWSGwRP4GqU7axY8jMElSNEtwYeTOaRJLFgJ67pgTVWCHNpaUArc6QwB4JuBcmVtTNpMYO5iYjIZkdusSZOG9wF2uX12kS+oUyuBFOl5YqzfI3rRBYM45r6N4VMkqskNgi3WLjHUNmFjfjdLA+iUI6wWKlsybhGNIkuqnfdQN9h90xpDpmwJtwXPtBDJvMTQ2ltQKsT9M/tk6TMCMkRvPri/zVDYT9gnvODdUqtNf0SZiIbip699tqElc3rSzbzkLC1OQYqEkYMrMMZRIsVeodV/H1htLaS8LHV787fWlMmv4q9QZLGwSmCcd1Mh5jJL/ZL2PKcd2MMlraqEnodVyDO1lv1CSSCf3nvLGwou7+Ge30KocTNVZIbBE/kadT5qMJxzW4DsPLK9WmyrtuDA2ltYeCTyGTQClYrm7WJhoN/U1YoC2xsMOXxpRfpJVYuKF0tSEb+XiH3h6mzr2Vr7DeJ2FCkxjJr48yNBEoAJtrKJmMbiplkyTj0rUrZJRYIbFFhvN+lu1mE0fD0Ap6NJ9CqeDCcibso8WMex02rqD9MZjwzYwH2OTBXIRPp6JvYM5G3imhruY0jJibiukEybg0zT5KKSNmNnC/A4uVOpW6myNScxpacyR8/Cz7QQiJVutgq0lc1RTSCRIx6ei4NrWC69aAxFF6u+P5FNIJoHOUlynHdbdCg64D30xYImw2AZiaLDsV+TNlchSRdXlD9YaioTCjSRTWF1esOcqsucn7/ps0N0Fwlr0OtnUXRWRERD4vIs97v4cDtnuHiDwrIkdF5L6w+4vIHhFZEpFf3M44dSAigW0rTTmu/Qm60yrecUxpEsFCwpRvpqV+d/ZJGDF5Ff0M+PVjMFGeAlqTxrqy2YYc1+BFd3lCwu+zYOK8W/Wb3OtuojsctPo6bHRcm9AaoXv4e9Rs94zuAx5SSh0EHvLer0NE4sCHgbuAQ8BPicihkPv/FvDn2xyjNoZzyY4+iYaBfhLQfYI2lUTWGkOnMtlmzG4iwmg+HeiTMBICm3Pr+Wwcg4nmO+Ca3NZq6x3nTqNhpEwEuBFWfuZzxUB/a5+NlWBN+YCCfBKmhHK3BNKo2e4Z3QN8wnv9CeBdHba5HTiqlDqulKoCn/L267q/iLwLOA4c2eYYteGq2J3bRppyGkPQBG2muFsvn4SJMYC7kg/UJAxMlIl4jJFciguDclx3SKirO+au/0g+vW6iBjOaxOgGp3m9oYys5tOJONlkvCUkDDQ7asdNIO2cGxQ1272ak0qpMwDe74kO28wCL7e9P+l9Fri/iOSBfwp8sNcAROReEXlERB65cOHClk9kKwRl2ZqoAgsw5E3Qg9QkuvkkTDltwVW/gx3XZsbQKfPbpOMa1gsJU45rWJ+v4DuRzUQ3rU/kqxkK+wVXm/ADVyqOOcEI7vPuNFTH3uZR0/OMROQLIvJkh597eu3r/4sOn/USfx8EfksptdTrnyul7ldKHVZKHR4fHw85pGgYDugpYSoEttsEbSrr2zc3dSrNYWoVDV755A6VMU1lnoMnqAbkuO6UdV1vKGPmppF8isW1OtV6o2luMnHe5WySmJg3N8H64pb+819MJ40cu1cvlyhJ9NpAKXVH0N9E5JyITCulzojINHC+w2Yngd1t73cBp73XQfu/HvhxEfnXQBloiMiaUup3ep+SOUbySa6s1FBKrWsRaaJeD7TMTR0d14Y0iXwqgUhnk1fVUWRThlZWxTSXliub7oUp0x+4duITl5ab7xsNt++xKcc1bDY3mdKi2isQVA36JGIxN7Lq0jpNwsw5D2VbQmJxrUY8JmSS5rRWcO/3dZNFrcfa7hk9ALzPe/0+4DMdtnkYOCgi+0UkBbzH2y9wf6XU9yul9iml9gH/L/DrV5uAANfc5DQUCxtW0aZWj8l4jGwyHug0NmGPjsWEQqpzaY5avWGk4Bm4K6uas7k0h2NwNe1HnPgRRlWDJohyNkk8Jusy8E2aXkbbHMi+ucmU6aW9yJ+pKrDgmpuamkSlTjGT0NpPvB2TmsR27+KHgDtF5HngTu89IjIjIg8CKKXqwAeAzwJPA59WSh3ptv9OIag0hykhAa42EZjIZmgVGVQuvGagJIVPq51rp3LZ5rSZtVqD5ao7STbNLgZWtrGYbCrNYWqhAOujjFrRTQaFxAA0ifI6TaLeNL2aoFd/+SjZ1lkppS4BP9zh89PA3W3vHwQeDLv/hm1+bTtj1ImfdX1lpco+8s3PTRU3A3eC3qjJgLmoHnAFVSdtxuQX1s+6Pr9Y4dqJlvpt8jo0m/8sViikE0ajfMDXZNZrEiZyZaClSVxarjYnS5OaxHPnFgG/dpOZ45Y2mJsKhvwR4NZM69a2N0psxvU2aGoSbc5rk3ZocEsidHIam4puguDsz5qhipzQak6/uX5Rw5xPYkOhQfMJVus1iXrDnOmlqUksVdp8EuY1iWrdXG5IKZtkpepQrTdYMKxJiAgTQ2nObmgbqwMrJLZBy9zUWkWbtENDcD8Hp9EwEt0EMDWU7fiwmiq2BjBezAAB5bKN+STWFxochCbRXjrezZMwFenjJhMOwtw0mk8xt1qjUndYrNSbiW66aW/+s7RWZ8igkADYN5rnxKUV7cexQmIbdOopYdIODV4/h6AQWEOryOlShnOLlU3VaN0cATNjGMokSCdinFtYL6xMlSeBzb2mTS8YRvOpdWHANYMZ1/GYUM4mubRsNroJXE1CKTh2fhmlYHwoY+S4k572em5hjcVKrZlYaop9YzlOXFzuveE2sUJiGwxlEm5EyYYSyQDppJkvSDHAcW3SFj9VyuA01OYqpAZj1kWEyaHMuub0YDbreyTvrqb9rOuq4QXDWDHNas1hpVrHaSiUwpjTHlpmH+PRTZ5wfubsAgAT3gpfN5OeMDq3sMbiWr2Zt2SKfaN55ldrHevHRYkVEttARBgvpDnf1uu2uYoypUkERBaZ9ElMl9wvy5n51XWfuxU5zT1iE8X0Zk3C4HVoluZYXF/DyNQ18J3HFxerzf4e+bSZxYp7fLc0h2mfhH/ez5x1ndfjhoXE2fk1lgz7JMAVEgAvaNYmrJDYJtPlDGcXWpOjaTt0MZPs2BnOpCYxXcoCrPNLKKWM+iSAjppEzWDGNayvzuk7rk0tGJo28uVKszrpkCH7PLRrEma/AyMbhIQpTWIklyIZF168vEK9oQZgbnKFRHsCpw6skNgm06UMZ+Zak6Nxx7VfLnxDZ7jBaBKt6+DX1ze1mgR3Bdmu1TWaJheDQqKt0KBxx3W+FYK7sOo+D0MGJ66RgiskrqxUScVjZAz5JJqaxBnX3GRKk4jFhIlihqPn3epBpjWJ3SNZYgIvXNTrvLZCYptMl7KcmV9rZtlWamZV7aGs+2BubDxk0sxSziVJJ2KcXWgXEn6nLnMT9MRQmqVKnWXPR1Nv+JU5zT3m7ZqEcSFRbOUqLKz5moS5iWuskObKSpXjF5aZHc4a6akCrQCS84sVStmkMYc5uM7rQQmJdCLOTDnLS1aTuLqZLmVYrTnNlZtpTWKi6DvP1ptZHEPtS8H1zUyXMpyea5ndTLZz9Jn0roVvcvKjrYxqEl6hQd/cBubNLq4m4QkJg5rE/rEcDQXfOHaJXcNZY8dNxmMcGHdNL6ZMTT6TQ5mmBm1aSADMlrOcmlvlX/yvp/hPX31ByzGskNgmvj3+tOe0NR3RMlVqRVi0Y1KTAM8f0O7AH4CQ8BPqznvXot7wGsEYvA7jXoTRspdkBeauQToRp5hJeJqEu2gxlTMAcM14AYDFSp09IzljxwX4wevdLgUFwxP1ZFu4rWmfBMDscJZTV1b5k++c4lnPJxM1VkhsE3+S9p22psP/OvkDwGyJbPD8AYubfRKmhKU/BmhlPA9KkwB3NW96wQBursaFpcFoEr6QANhtWEj80A2ukDh6rmd3gUjxv3+A8RBYgF3lLKfn17i8XF13/aPEColtMlN2H5KNmoQpu2gpmySTjHF2Q/ipaU1iorg+sqjWDP80N4aRZpkUv6WkKyTMRje1Cg362pRJ5/1oIcWlpUqzppDJlXU+nWhOmruHzQqJ2/aNAPAjr5k2etwffe1M8/VAzE1tZj3f5BY15s/qFcZ4IU1M2jUJs3Zo1x+Q7aBJGBYSQ2lWqg5LFTepaBA+iWYGvJfc2NIkzDquwRMShp8F//jPn19iYa1GMZ0w+gyAq02cmV8zbm5KJWI8/s/fRi5lzmkNrrn5//vbt/Lxr7zQ9A+aZLbcus4HrCZxdZKIx5gcynDaC4M1nUgEboRFe47CIEI/fYeh7w8YhE8iGY9RzCTa+h0PxicBbta1acc1tDSJhdW60RwJn2u81ezuEXOOa59SNmn0efN5+6um+K8/90aj99nH1ySScWG3pmABq0lEwFSplVBnWpMAdzXzrRcuN987yryZZaItsujAeGEgq2hYXxF0reaXSDFbmkLELTToX3/TIbhXVmpcXq4MxPzxk7ftppxLGXWYfy/jm/f2jOS0FXO0QiICZkpZnvbqxgxCk5gqZTi3sEajoYjFZCBmlo1NUAbhuAa3Mq9fcHGp4goJkw7FZDzGcM5NqBvxKqOaFNajnrnrxUsrzQxsk7xqpsSrZkrGj/u9SiYZZ3Iorc1pDdbcFAlTXtb1IGLjwV1N1BuKi16ZaD+JzKwm0Wr6A4PJk4D1moSfVJc3HHUyVkhxcbHiVcGNGWtpCTDuOc6PX1w2GtlkGRy/9ZOv5Zfecb22/2+FRAS0J9T5GdcmV9BNU4+Xp+A45kM/y7kkqXisGQZbHUDGNbhCwndc+9VxTYcm+lnXFYNtbH18TQLMZltbBsebrh1b140xaqyQiID2hLqq4xATjDV7gc1d2XyHrUkhISJuhzpPUNUMJ5L5jORTXF5Zr0kMQkicX6xwZn7VeAbwWLuQsJqEJQKskIiA6XIroa5abxitHQOtZjcXBliOAvyEug0+CcMr6eFcirVag9WqMzBz0+4RNyT56Pkl9o7qiV0PYqKYbl5z053SLK9MrJCIAD/C4PT8KtUBmBjGm/4A19QziOgmcKtx+g2YBueTcFfPl5YrA3FcAxycKOI0FMcuLLN31Gy+QD6d4JN/93bedmiSt3pZyBbLdrBLjQiYKGaIx4Sz82sDsUNnknGGMomWuWkAPglwTT1Pnp4HBumTcAXmleUay5U6MYGMwRBYgGsnWpEmew0nlQG8/sAorz8wavy4llcm2/r2iMiIiHxeRJ73fg8HbPcOEXlWRI6KyH1h9heRV4vI10XkiIh8V0TMpzOGJB4TJoppznjmJtNhnwATbQ13fHOTqbadPn4/AaVUU5MwfS3WaxJ18umE0egicLOO/UOaNjdZLFGz3W/wfcBDSqmDwEPe+3WISBz4MHAXcAj4KRE51G1/EUkAfwC8Xyn1KuCtQI2rmMkhN1eh4jSMJm/5jBfSbY5rV0jEDE+Oo/kUNUexWKkPLJluvOCuJS4sVliumO87DJBNxZktu8EMewybmyyWqNnuN/ge4BPe608A7+qwze3AUaXUcaVUFfiUt1+3/d8GPKGUehxAKXVJKeVsc6xamfLqyg9Ok0hvqn5qqp+Ej2/qubxUHZhPYrLkjuH03BrL1bpxp7XPtRMFYoLRvgoWiw62+w2eVEqdAfB+d/KUzQIvt70/6X3Wbf/rACUinxWRb4vILwUNQETuFZFHROSRCxcubPN0ts5UKcM5zydhMtvaZ7zgtu5USg0kBBZabSQvLVeb0U2mhUQ6EWe8mOb03CpLFWdgQuKum6a4++Zp45FuFkvU9PwGicgXgKkOf/qVkMfoNFOpHvskgDcDtwErwEMi8qhS6qFN/0ip+4H7AQ4fPtzr/2pjqpRhsVJnbqVqrLdvOxNDrWY3nowwHt3kd0a7vFxta7hjdgwAM+Usp+dXPXPTYCbpv3XbHv7WbXsGcmyLJUp6Cgml1B1BfxORcyIyrZQ6IyLTwPkOm50Edre93wWc9l4H7X8S+JJS6qJ3nAeBW3D9FlclU16HqhcvrXDzrPnaNa02pmstTcLwBD1a8IWEW5IiGRfjTmOA2XKGZ84ukozF1iWXWSyW/tmuLeAB4H3e6/cBn+mwzcPAQRHZLyIp4D3eft32/yzwahHJeU7sHwCe2uZYteK3MZxfrQ2kZHCzQ93cWptPwrS5yZ2QXXNTYyBlm8EtuHhmbq3Z28JisWyd7X6LPwTcKSLPA3d67xGRGW/1j1KqDnwAd+J/Gvi0UupIt/2VUleA38QVMI8B31ZK/dk2x6qV9jaGg3Bcz3jRNKfnVpvRTXHDq/hsKk42Gfcc12pgQmK6nGW15nBqbnVgPgmL5ZXCtr5BSqlLwA93+Pw0cHfb+weBB8Pu7/3tD3DDYHcEU21CYhAhsFOlDCJwam612YjEtOMaWlVYM6n4wITEbLl1L6yQsFi2hy3LERGZZLzZaGUQhdWS8RiTxcw6TcJ0Mh14ndGWq9QGFOUFLa0KGJjj2mJ5pWCXWRHysfce5tzCGj9w/fhAjj9TznB6fhXHc1ybTqYD1zfz0qUVhnPJgUQ2AdwwNUQ6EaNSb1hNwmLZJlaTiJDb94/wztfMDKxE80w5y+m5NeZX3eT0QfQ4ni1nOTW3SnWAjutUIsb73rQPgNXaVZ2DabFc9dhl1iuImXKWzz11rlmeY3wA7St3DWdZqtS5sFgZmJAA+Md3XEfdUbz7dbO9N7ZYLIFYIfEKYqaUoVpv8OzZJVKJGMUBmFr8MhTHLiyzewAVUH2yqTi/+s5DvTe0WCxdseamVxCzw+6k/NjLVxgvpAeSyLbLG8Pl5SoHJ/Q1Z7dYLGawQuIVxB5v5X7swvJATE1As/opwOG9HSvHWyyWHYQVEq8gdo+0JuhBlaMo55LkU27Y6a1WSFgsOx4rJF5B5FKJpnAYlCYhIswOZyllk1wzbs1NFstOxzquX2HsGclycanCuFdsbxDcddM0a3WH2AAyvi0WS7RYIfEKY89Ijm+/NDcwTQLgH9953cCObbFYosWam15h+M5rWyLbYrFEgRUSrzD83ISxAWoSFovllYMVEq8w7jw0yb1vOcCrd5lvfGSxWF55WJ/EK4xyLsX/efeNgx6GxWJ5hWA1CYvFYrEEYoWExWKxWAKxQsJisVgsgVghYbFYLJZArJCwWCwWSyBWSFgsFoslECskLBaLxRKIFRIWi8ViCUSUUoMeQ2SIyAXgxW38izHgYkTDGSSvlPMAey5XK/Zcrk62ei57lVLjnf7wihIS20VEHlFKHR70OLbLK+U8wJ7L1Yo9l6sTHedizU0Wi8ViCcQKCYvFYrEEYoXEeu4f9AAi4pVyHmDP5WrFnsvVSeTnYn0SFovFYgnEahIWi8ViCcQKCYvFYrEEYoUEICLvEJFnReSoiNw36PH0i4icEJHvishjIvKI99mIiHxeRJ73fg8PepydEJGPi8h5EXmy7bPAsYvIL3v36VkReftgRt2ZgHP5NRE55d2bx0Tk7ra/XZXnIiK7ReSvRORpETkiIv/Q+3zH3Zcu57IT70tGRL4lIo975/JB73O990Up9T39A8SBY8ABIAU8Dhwa9Lj6PIcTwNiGz/41cJ/3+j7gNwY9zoCxvwW4BXiy19iBQ979SQP7vfsWH/Q59DiXXwN+scO2V+25ANPALd7rIvCcN94dd1+6nMtOvC8CFLzXSeCbwBt03xerScDtwFGl1HGlVBX4FHDPgMcUBfcAn/BefwJ41+CGEoxS6q+Byxs+Dhr7PcCnlFIVpdQLwFHc+3dVEHAuQVy156KUOqOU+rb3ehF4GphlB96XLucSxNV8LkopteS9TXo/Cs33xQoJ94F5ue39Sbo/RFcjCviciDwqIvd6n00qpc6A+0UBJgY2uv4JGvtOvVcfEJEnPHOUbwrYEeciIvuA1+GuWnf0fdlwLrAD74uIxEXkMeA88HmllPb7YoWEq8JtZKfFBX+fUuoW4C7gF0TkLYMekCZ24r36CHAN8FrgDPDvvM+v+nMRkQLwP4B/pJRa6LZph8+u9nPZkfdFKeUopV4L7AJuF5GbumweyblYIeFK191t73cBpwc0li2hlDrt/T4P/AmuSnlORKYBvN/nBzfCvgka+467V0qpc94XuwF8jJa6f1Wfi4gkcSfVP1RK/bH38Y68L53OZafeFx+l1BzwReAdaL4vVkjAw8BBEdkvIingPcADAx5TaEQkLyJF/zXwNuBJ3HN4n7fZ+4DPDGaEWyJo7A8A7xGRtIjsBw4C3xrA+ELjf3k93o17b+AqPhcREeA/Ak8rpX6z7U877r4EncsOvS/jIlL2XmeBO4Bn0H1fBu2xvxp+gLtxox6OAb8y6PH0OfYDuBEMjwNH/PEDo8BDwPPe75FBjzVg/H+Eq+7XcFc+f6/b2IFf8e7Ts8Bdgx5/iHP5JPBd4AnvSzt9tZ8L8GZcs8QTwGPez9078b50OZedeF9eDXzHG/OTwK96n2u9L7Ysh8VisVgCseYmi8VisQRihYTFYrFYArFCwmKxWCyBWCFhsVgslkCskLBYLBZLIFZIWCwWiyUQKyQsFovFEsj/D62oQPu7dXgGAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#원본 신호와와 디트렌딩 비교\n",
    "\n",
    "plt.plot(det)\n",
    "plt.show()\n",
    "plt.plot(ppg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "83deb681",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1ec7d4a81c0>]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#S-peak 찾기\n",
    "\n",
    "point_c = scipy.signal.find_peaks(det * -1, height = 0, distance = 30 ) #데이터에 따른 파라미터 값 조정\n",
    "\n",
    "#그래프 확인\n",
    "plt.plot(det)\n",
    "plt.plot(point_c[0], det[point_c[0]], 'o', ms=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "63df0dcc",
   "metadata": {},
   "outputs": [],
   "source": [
    "#단일주기 신호로 추출\n",
    "\n",
    "for i in range(5):\n",
    "     locals()['peak{}'.format(i)] = det[point_c[0][i]:point_c[0][i+1]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "7efa7a78",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#추출한 단일주기 신호 겹쳐서 그리기\n",
    "\n",
    "fig, ax1 = plt.subplots()\n",
    "for i in range(5):\n",
    "    ax1.twiny()\n",
    "    plt.plot(locals()['peak{}'.format(i)])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c457f9c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "#x축 50으로 보간\n",
    "\n",
    "for i in range(5):\n",
    "    x_len= len(locals()['peak{}'.format(i)])\n",
    "    x = np.linspace(0, 49, x_len)\n",
    "    \n",
    "    fq = interp1d(x,locals()['peak{}'.format(i)],kind = 'quadratic')\n",
    "    xint = np.linspace(x.min(), x.max(), 50)\n",
    "    \n",
    "    locals()['peak_inter{}'.format(i)] = fq(xint)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "ebe63b1b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1ec7d224d00>]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#보간한 점 확인\n",
    "\n",
    "fig, ax1 = plt.subplots()\n",
    "\n",
    "ax1.twiny()\n",
    "ax1.plot(peak0 ,'o', ms=4,color = \"tab:blue\") # 원본\n",
    "ax1.plot(peak0, color = \"tab:gray\") #신호 선 그래프\n",
    "plt.plot(peak_inter0, 'o', ms=2,color = \"tab:red\") #보간한 점"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "56d625d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#보간한 피크 겹쳐 그리기\n",
    "\n",
    "fig, ax1 = plt.subplots()\n",
    "\n",
    "for i in range(5):\n",
    "    ax1.twiny()\n",
    "    plt.plot(locals()['peak_inter{}'.format(i)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "c78dd973",
   "metadata": {},
   "outputs": [],
   "source": [
    "#신호 평균 값 구하기\n",
    "\n",
    "sigsig = []\n",
    "for i in range(0,4):\n",
    "    sigsig.append(locals()['peak_inter{}'.format(i)])\n",
    "    \n",
    "sigsum = np.mean(sigsig,axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "92b12d38",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1ec7dce93f0>]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#겹친 신호랑 신호 평균 값 같이 그리기\n",
    "\n",
    "fig, ax1 = plt.subplots()\n",
    "\n",
    "for i in range(5):\n",
    "    ax1.twiny()\n",
    "    plt.plot(locals()['peak_inter{}'.format(i)])\n",
    "\n",
    "plt.plot(sigsum,color = \"tab:red\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dc0896a8",
   "metadata": {},
   "source": [
    "### csv 파일로 저장하기"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "04e36d8b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import csv\n",
    "\n",
    "# f = open('test.csv', 'a', newline='')\n",
    "# wr = csv.writer(f)\n",
    "# wr.writerow(sigsum)\n",
    "# f.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "64273887",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "ppgbio_1",
   "language": "python",
   "name": "ppgbio"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
